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dgl/examples/mxnet/sgc
Zhen Liu 15d05be387
Fix num_labels to num_classes in dataset files (#6666) 		5 months ago
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README.md [NN] nn modules & examples update (#890) 4 years ago
sgc.py Fix num_labels to num_classes in dataset files (#6666) 5 months ago

README.md

Simple Graph Convolution (SGC)

Dependencies

  • MXNET 1.5+
  • requests

bash pip install torch requests

Codes

The folder contains an implementation of SGC (sgc.py).

Results

Run with following (available dataset: "cora", "citeseer", "pubmed")

DGLBACKEND=mxnet python3 sgc.py --dataset cora --gpu 0
DGLBACKEND=mxnet python3 sgc.py --dataset citeseer --weight-decay 5e-5 --n-epochs 150 --bias --gpu 0
DGLBACKEND=mxnet python3 sgc.py --dataset pubmed --weight-decay 5e-5 --bias --gpu 0

On NVIDIA V100

  • cora: 0.818 (paper: 0.810)
  • citeseer: 0.725 (paper: 0.719)
  • pubmed: 0.788 (paper: 0.789)
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Python C++ Jupyter Notebook Cuda Text other

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